{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Datasets to download\n",
    "Here we list a few datasets that might be interesting to explore with vaex."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## New York taxi dataset\n",
    "\n",
    "The very well known dataset containing trip infromation from the iconic Yellow Taxi company in NYC. \n",
    "The raw data is curated by the [Taxi & Limousine Commission (TLC)](\n",
    "https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page\n",
    ").\n",
    "\n",
    "See for instance [Analyzing 1.1 Billion NYC Taxi and Uber Trips, with a Vengeance](http://toddwschneider.com/posts/analyzing-1-1-billion-nyc-taxi-and-uber-trips-with-a-vengeance/) for some ideas.\n",
    "\n",
    " * [Year: 2015 - 146 million rows - 12GB](\n",
    "https://vaex.s3.us-east-2.amazonaws.com/taxi/yellow_taxi_2015_f32s.hdf5\n",
    ")\n",
    " * [Year 2009-2015 - 1 billion rows - 107GB](\n",
    "https://vaex.s3.us-east-2.amazonaws.com/taxi/yellow_taxi_2009_2015_f32.hdf5\n",
    ")\n",
    "\n",
    "One can also stream the data directly from S3. Only the data that is necessary will be streamed, and it will cached locally:\n",
    "```\n",
    "import vaex\n",
    "df = vaex.open('s3://vaex/taxi/yellow_taxi_2015_f32s.hdf5?anon=true')\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-04T13:46:26.924698Z",
     "start_time": "2020-06-04T13:46:25.556869Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of rows: 1,173,057,927\n",
      "number of columns: 18\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import vaex\n",
    "import warnings; warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "df = vaex.open('/data/yellow_taxi_2009_2015_f32.hdf5')\n",
    "\n",
    "print(f'number of rows: {df.shape[0]:,}')\n",
    "print(f'number of columns: {df.shape[1]}')\n",
    "\n",
    "long_min = -74.05\n",
    "long_max = -73.75\n",
    "lat_min = 40.58\n",
    "lat_max = 40.90\n",
    "\n",
    "df.plot(df.pickup_longitude, df.pickup_latitude, f=\"log1p\", limits=[[-74.05, -73.75], [40.58, 40.90]], show=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gaia - European Space Agency \n",
    "\n",
    "Gaia is an ambitious mission to chart a three-dimensional map of our Galaxy, the Milky Way, in the process revealing the composition, formation and evolution of the Galaxy.\n",
    "\n",
    "See the [Gaia Science Homepage for details](http://www.cosmos.esa.int/web/gaia/home), and you may want to try the [Gaia Archive](https://archives.esac.esa.int/gaia) for ADQL (SQL like) queries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-04T13:46:27.891942Z",
     "start_time": "2020-06-04T13:46:26.925563Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of rows: 1,692,919,135\n",
      "number of columns: 94\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = vaex.open('/data/gaia-dr2-sort-by-source_id.hdf5')\n",
    "\n",
    "print(f'number of rows: {df.shape[0]:,}')\n",
    "print(f'number of columns: {df.shape[1]}')\n",
    "\n",
    "df.plot(\"ra\", \"dec\", f=\"log\", limits=[[360, 0], [-90, 90]], show=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## U.S. Airline Dataset\n",
    "\n",
    "This dataset contains information on flights within the United States between 1988 and 2018. \n",
    "The original data can be downloaded from [United States Department of Transportation](\n",
    "https://www.transtats.bts.gov/DL_SelectFields.asp?Table_ID=236\n",
    ").\n",
    "\n",
    "- [Year 1988-2018 - 180 million rows - 17GB](\n",
    "https://vaex.s3.us-east-2.amazonaws.com/airline/us_airline_data_1988_2018.hdf5\n",
    ")\n",
    "\n",
    "One can also stream it from S3:\n",
    "```\n",
    "import vaex\n",
    "df = vaex.open('s3://vaex/airline/us_airline_data_1988_2018.hdf5?anon=true')\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-04T13:46:27.921483Z",
     "start_time": "2020-06-04T13:46:27.892894Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of rows: 183,821,926\n",
      "number of columns: 29\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead>\n",
       "<tr><th>#                            </th><th style=\"text-align: right;\">  Year</th><th style=\"text-align: right;\">  Month</th><th style=\"text-align: right;\">  DayOfMonth</th><th style=\"text-align: right;\">  DayOfWeek</th><th>UniqueCarrier  </th><th>TailNum  </th><th style=\"text-align: right;\">  FlightNum</th><th>Origin  </th><th>Dest  </th><th style=\"text-align: right;\">  CRSDepTime</th><th>DepTime  </th><th>DepDelay  </th><th>TaxiOut  </th><th>TaxiIn  </th><th style=\"text-align: right;\">  CRSArrTime</th><th>ArrTime  </th><th>ArrDelay  </th><th style=\"text-align: right;\">  Cancelled</th><th>CancellationCode  </th><th style=\"text-align: right;\">  Diverted</th><th style=\"text-align: right;\">  CRSElapsedTime</th><th>ActualElapsedTime  </th><th>AirTime  </th><th style=\"text-align: right;\">  Distance</th><th>CarrierDelay  </th><th>WeatherDelay  </th><th>NASDelay  </th><th>SecurityDelay  </th><th>LateAircraftDelay  </th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr><td><i style='opacity: 0.6'>0</i></td><td style=\"text-align: right;\">  1988</td><td style=\"text-align: right;\">      1</td><td style=\"text-align: right;\">           8</td><td style=\"text-align: right;\">          5</td><td>PI             </td><td>None     </td><td style=\"text-align: right;\">        930</td><td>BGM     </td><td>ITH   </td><td style=\"text-align: right;\">        1525</td><td>1532     </td><td>7         </td><td>--       </td><td>--      </td><td style=\"text-align: right;\">        1545</td><td>1555     </td><td>10        </td><td style=\"text-align: right;\">          0</td><td>None              </td><td style=\"text-align: right;\">         0</td><td style=\"text-align: right;\">              20</td><td>23                 </td><td>--       </td><td style=\"text-align: right;\">        32</td><td>--            </td><td>--            </td><td>--        </td><td>--             </td><td>--                 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>1</i></td><td style=\"text-align: right;\">  1988</td><td style=\"text-align: right;\">      1</td><td style=\"text-align: right;\">           9</td><td style=\"text-align: right;\">          6</td><td>PI             </td><td>None     </td><td style=\"text-align: right;\">        930</td><td>BGM     </td><td>ITH   </td><td style=\"text-align: right;\">        1525</td><td>1522     </td><td>-3        </td><td>--       </td><td>--      </td><td style=\"text-align: right;\">        1545</td><td>1535     </td><td>-10       </td><td style=\"text-align: right;\">          0</td><td>None              </td><td style=\"text-align: right;\">         0</td><td style=\"text-align: right;\">              20</td><td>13                 </td><td>--       </td><td style=\"text-align: right;\">        32</td><td>--            </td><td>--            </td><td>--        </td><td>--             </td><td>--                 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>2</i></td><td style=\"text-align: right;\">  1988</td><td style=\"text-align: right;\">      1</td><td style=\"text-align: right;\">          10</td><td style=\"text-align: right;\">          7</td><td>PI             </td><td>None     </td><td style=\"text-align: right;\">        930</td><td>BGM     </td><td>ITH   </td><td style=\"text-align: right;\">        1525</td><td>1522     </td><td>-3        </td><td>--       </td><td>--      </td><td style=\"text-align: right;\">        1545</td><td>1534     </td><td>-11       </td><td style=\"text-align: right;\">          0</td><td>None              </td><td style=\"text-align: right;\">         0</td><td style=\"text-align: right;\">              20</td><td>12                 </td><td>--       </td><td style=\"text-align: right;\">        32</td><td>--            </td><td>--            </td><td>--        </td><td>--             </td><td>--                 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>3</i></td><td style=\"text-align: right;\">  1988</td><td style=\"text-align: right;\">      1</td><td style=\"text-align: right;\">          11</td><td style=\"text-align: right;\">          1</td><td>PI             </td><td>None     </td><td style=\"text-align: right;\">        930</td><td>BGM     </td><td>ITH   </td><td style=\"text-align: right;\">        1525</td><td>--       </td><td>--        </td><td>--       </td><td>--      </td><td style=\"text-align: right;\">        1545</td><td>--       </td><td>--        </td><td style=\"text-align: right;\">          1</td><td>None              </td><td style=\"text-align: right;\">         0</td><td style=\"text-align: right;\">              20</td><td>--                 </td><td>--       </td><td style=\"text-align: right;\">        32</td><td>--            </td><td>--            </td><td>--        </td><td>--             </td><td>--                 </td></tr>\n",
       "<tr><td><i style='opacity: 0.6'>4</i></td><td style=\"text-align: right;\">  1988</td><td style=\"text-align: right;\">      1</td><td style=\"text-align: right;\">          12</td><td style=\"text-align: right;\">          2</td><td>PI             </td><td>None     </td><td style=\"text-align: right;\">        930</td><td>BGM     </td><td>ITH   </td><td style=\"text-align: right;\">        1525</td><td>1524     </td><td>-1        </td><td>--       </td><td>--      </td><td style=\"text-align: right;\">        1545</td><td>1540     </td><td>-5        </td><td style=\"text-align: right;\">          0</td><td>None              </td><td style=\"text-align: right;\">         0</td><td style=\"text-align: right;\">              20</td><td>16                 </td><td>--       </td><td style=\"text-align: right;\">        32</td><td>--            </td><td>--            </td><td>--        </td><td>--             </td><td>--                 </td></tr>\n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "  #    Year    Month    DayOfMonth    DayOfWeek  UniqueCarrier    TailNum      FlightNum  Origin    Dest      CRSDepTime  DepTime    DepDelay    TaxiOut    TaxiIn      CRSArrTime  ArrTime    ArrDelay      Cancelled  CancellationCode      Diverted    CRSElapsedTime  ActualElapsedTime    AirTime      Distance  CarrierDelay    WeatherDelay    NASDelay    SecurityDelay    LateAircraftDelay\n",
       "  0    1988        1             8            5  PI               None               930  BGM       ITH             1525  1532       7           --         --                1545  1555       10                    0  None                         0                20  23                   --                 32  --              --              --          --               --\n",
       "  1    1988        1             9            6  PI               None               930  BGM       ITH             1525  1522       -3          --         --                1545  1535       -10                   0  None                         0                20  13                   --                 32  --              --              --          --               --\n",
       "  2    1988        1            10            7  PI               None               930  BGM       ITH             1525  1522       -3          --         --                1545  1534       -11                   0  None                         0                20  12                   --                 32  --              --              --          --               --\n",
       "  3    1988        1            11            1  PI               None               930  BGM       ITH             1525  --         --          --         --                1545  --         --                    1  None                         0                20  --                   --                 32  --              --              --          --               --\n",
       "  4    1988        1            12            2  PI               None               930  BGM       ITH             1525  1524       -1          --         --                1545  1540       -5                    0  None                         0                20  16                   --                 32  --              --              --          --               --"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = vaex.open('/data/airline/us_airline_data_1988_2018.hd5')\n",
    "\n",
    "print(f'number of rows: {df.shape[0]:,}')\n",
    "print(f'number of columns: {df.shape[1]}')\n",
    "\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sloan Digital Sky Survey (SDSS)\n",
    "\n",
    "\n",
    "The data is public and can be queried from the [SDSS archive](https://www.sdss.org/).\n",
    "The original query at [SDSS archive](https://www.sdss.org/) was (although split in small parts): \n",
    "\n",
    "```\n",
    "SELECT ra, dec, g, r from PhotoObjAll WHERE type = 6 and  clean = 1 and r>=10.0 and r<23.5;\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-04T13:46:28.704812Z",
     "start_time": "2020-06-04T13:46:27.922380Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of rows: 132,447,497\n",
      "number of columns: 21\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = vaex.open('/data/sdss/sdss-clean-stars-dered.hdf5')\n",
    "\n",
    "print(f'number of rows: {df.shape[0]:,}')\n",
    "print(f'number of columns: {df.shape[1]}')\n",
    "\n",
    "df.healpix_plot(df.healpix9, show=True, f=\"log1p\", healpix_max_level=9, healpix_level=9,\n",
    "                healpix_input='galactic', healpix_output='galactic', rotation=(0,45)\n",
    "               )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Helmi & de Zeeuw 2000\n",
    "Result of an N-body simulation of the accretion of 33 satellite galaxies into a Milky Way dark matter halo.\n",
    " * [3 million rows - 252MB](\n",
    " https://github.com/vaexio/vaex-datasets/releases/download/v1.0/helmi-dezeeuw-2000-FeH-v2.hdf5\n",
    " )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-04T13:46:29.207177Z",
     "start_time": "2020-06-04T13:46:28.705805Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of rows: 3,300,000\n",
      "number of columns: 11\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = vaex.datasets.helmi_de_zeeuw.fetch() # this will download it on the fly\n",
    "\n",
    "print(f'number of rows: {df.shape[0]:,}')\n",
    "print(f'number of columns: {df.shape[1]}')\n",
    "\n",
    "df.plot([[\"x\", \"y\"], [\"Lz\", \"E\"]], f=\"log\", figsize=(12,5), show=True, limits='99.99%');"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": false,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": false,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
